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Measuring similarity between texts is an important task for several applications. Available approaches to measure document similarity are inadequate for document pairs that have non-comparable lengths, such as a long document and its…

Computation and Language · Computer Science 2019-03-27 Hongyu Gong , Tarek Sakakini , Suma Bhat , Jinjun Xiong

Recognizing entity synonyms from text has become a crucial task in many entity-leveraging applications. However, discovering entity synonyms from domain-specific text corpora (e.g., news articles, scientific papers) is rather challenging.…

Computation and Language · Computer Science 2017-06-27 Meng Qu , Xiang Ren , Jiawei Han

Automatic ICD coding, the task of assigning disease and procedure codes to electronic medical records, is crucial for clinical documentation and billing. While existing methods primarily enhance model understanding of code hierarchies and…

Computation and Language · Computer Science 2025-11-11 Tuan-Dung Le , Shohreh Haddadan , Thanh Q. Thieu

It is desirable to coarsely classify short scientific texts, such as grant or publication abstracts, for strategic insight or research portfolio management. These texts efficiently transmit dense information to experts possessing a rich…

Artificial Intelligence · Computer Science 2024-07-09 Harsh Sakhrani , Naseela Pervez , Anirudh Ravi Kumar , Fred Morstatter , Alexandra Graddy Reed , Andrea Belz

Cross-document co-reference resolution (CDCR) is the task of identifying and linking mentions to entities and concepts across many text documents. Current state-of-the-art models for this task assume that all documents are of the same type…

Computation and Language · Computer Science 2021-02-01 James Ravenscroft , Arie Cattan , Amanda Clare , Ido Dagan , Maria Liakata

With thousands of academic articles shared on a daily basis, it has become increasingly difficult to keep up with the latest scientific findings. To overcome this problem, we introduce a new task of disentangled paper summarization, which…

Computation and Language · Computer Science 2020-11-10 Hiroaki Hayashi , Wojciech Kryściński , Bryan McCann , Nazneen Rajani , Caiming Xiong

Information on different fields which are collected by users requires appropriate management and organization to be structured in a standard way and retrieved fast and more easily. Document classification is a conventional method to…

Information Retrieval · Computer Science 2019-09-18 Madjid Khalilian , Shiva Hassanzadeh

The CL-SciSumm Shared Task is the first medium-scale shared task on scientific document summarization in the computational linguistics~(CL) domain. In 2019, it comprised three tasks: (1A) identifying relationships between citing documents…

Computation and Language · Computer Science 2019-07-24 Muthu Kumar Chandrasekaran , Michihiro Yasunaga , Dragomir Radev , Dayne Freitag , Min-Yen Kan

Author name disambiguation in bibliographic databases is the problem of grouping together scientific publications written by the same person, accounting for potential homonyms and/or synonyms. Among solutions to this problem, digital…

Digital Libraries · Computer Science 2016-05-05 Gilles Louppe , Hussein Al-Natsheh , Mateusz Susik , Eamonn Maguire

The objective of this study is to address the critical issue of de-identification of clinical reports in order to allow access to data for research purposes, while ensuring patient privacy. The study highlights the difficulties faced in…

Computation and Language · Computer Science 2023-03-24 Xavier Tannier , Perceval Wajsbürt , Alice Calliger , Basile Dura , Alexandre Mouchet , Martin Hilka , Romain Bey

A scientific paper can be divided into two major constructs which are Metadata and Full-body text. Metadata provides a brief overview of the paper while the Full-body text contains key-insights that can be valuable to fellow researchers. To…

Digital Libraries · Computer Science 2023-08-28 Azanzi Jiomekong , Sanju Tiwari

Acronym Disambiguation (AD) is a fundamental challenge in technical text processing, particularly in specialized sectors where high ambiguity complicates automated analysis. This paper addresses AD within the context of the TextMine'26…

Computation and Language · Computer Science 2025-12-23 El Mokhtar Hribach , Oussama Mechhour , Mohammed Elmonstaser , Yassine El Boudouri , Othmane Kabal

The volume of academic paper submissions and publications is growing at an ever increasing rate. While this flood of research promises progress in various fields, the sheer volume of output inherently increases the amount of noise. We…

Information Retrieval · Computer Science 2020-05-22 Marko Stamenovic , Jeibo Luo

Document summarization is a task to shorten texts into concise and informative summaries. This paper introduces a novel dataset designed for summarizing multiple scientific articles into a section of a survey. Our contributions are: (1)…

Name ambiguity is common in academic digital libraries, such as multiple authors having the same name. This creates challenges for academic data management and analysis, thus name disambiguation becomes necessary. The procedure of name…

Machine Learning · Computer Science 2024-04-02 Wenjin Xie , Siyuan Liu , Xiaomeng Wang , Tao Jia

The ability to distinctly and properly collate an individual researcher's publications is crucial for ensuring appropriate recognition, guiding the allocation of research funding and informing hiring decisions. However, accurately grouping…

Instrumentation and Methods for Astrophysics · Physics 2025-11-17 Vicente Amado Olivo , Wolfgang Kerzendorf , Bangjing Lu , Joshua V. Shields , Andreas Flörs , Nutan Chen

Scientific information expresses human understanding of nature. This knowledge is largely disseminated in different forms of text, including scientific papers, news articles, and discourse among people on social media. While important for…

Computation and Language · Computer Science 2025-07-01 Dustin Wright

This paper presents our findings from participating in the multilingual acronym extraction shared task SDU@AAAI-22. The task consists of acronym extraction from documents in 6 languages within scientific and legal domains. To address…

Computation and Language · Computer Science 2022-07-01 Usama Yaseen , Stefan Langer

Automatic text summarization has been widely studied as an important task in natural language processing. Traditionally, various feature engineering and machine learning based systems have been proposed for extractive as well as abstractive…

Computation and Language · Computer Science 2021-01-12 Sayar Ghosh Roy , Nikhil Pinnaparaju , Risubh Jain , Manish Gupta , Vasudeva Varma

This paper introduces the shared task of summarizing documents in several creative domains, namely literary texts, movie scripts, and television scripts. Summarizing these creative documents requires making complex literary interpretations,…